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Build a unified, ADHD-friendly web UI that consolidates 70+ CLI tools into a beautiful liquid glass interface for the AI File Organizer.
Passed 16 of 22 test cases with the skill, and 5 of 22 without it.
and 18 more in the full report
12 fixed4 passed either way5 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.
In our 4-week frontend roadmap, where do unified search, media content analysis cards, and video prompt library tools fit into the schedule?
| Checked | Without skill | With skill |
|---|---|---|
| Assigns unified search, vision analysis, audio analysis, and the VEO clip studio to Phase 3. | Missed | Passed |
| Incorporates react-window virtualized lists for rendering large search result sets efficiently. | Missed | Passed |
The instructions your model reads when the skill loads.
Design a usable interface over existing organizer capabilities without weakening their safety, transparency, or power-user access.
Inventory commands, flags, inputs, outputs, side effects, dependencies, error modes, long-running operations, and existing logs. Group capabilities by user goal rather than mirroring the CLI command list.
Identify which operations are read-only, reversible, destructive, networked, costly, or privacy-sensitive. Preserve existing domain logic behind a stable service boundary instead of reimplementing it in UI components.
Organize the product around a small set of workflows such as:
Progressive disclosure should keep the default path calm while making advanced options discoverable. Preserve a CLI or batch path when it remains valuable to expert users.
Design loading, empty, permission, conflict, offline, partial-success, and failure states. Support keyboard navigation, focus management, text scaling, reduced motion, adequate contrast, and screen-reader status updates. Large file sets require virtualization or pagination and must not block the main interface.
Define explicit contracts between UI, job orchestration, domain operations, storage, and AI providers. Validate paths and permissions server-side or in the trusted local process. Keep secrets out of the client. Stream progress through an appropriate mechanism and reconnect safely after interruption.
test cases passed, vs 5 / 22 without
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